Overview

Dataset info

Number of variables35
Number of observations5000
Missing cells0 (0.0%)
Duplicate rows0 (0.0%)
Total size in memory1.3 MiB
Average record size in memory280.0 B

Variables types

Numeric26
Categorical2
Boolean2
Date0
URL0
Text (Unique)0
Rejected5
Unsupported0

Warnings

cardmon has 1419 (28.4%) zeros Zeros
cardten has 1420 (28.4%) zeros Zeros
equipmon has 3296 (65.9%) zeros Zeros
equipten has 3296 (65.9%) zeros Zeros
lninc is highly correlated with income (ρ = 0.9425818475) Rejected
longmon is highly correlated with lnlongmon (ρ = 0.9380459021) Rejected
longten is highly correlated with longmon (ρ = 0.9747601344) Rejected
pets has 1529 (30.6%) zeros Zeros
pets_freshfish has 3462 (69.2%) zeros Zeros
pets_reptiles has constant value "0" Rejected
pets_saltfish has constant value "0" Rejected
tollmon has 2622 (52.4%) zeros Zeros
tollten has 2622 (52.4%) zeros Zeros
wiremon has 3656 (73.1%) zeros Zeros
wireten has 3656 (73.1%) zeros Zeros

Variables

age
Numeric

Distinct count57
Unique (%)1.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean46.9976
Minimum20
Maximum76
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum20
5-th percentile20
Q131
Median47
Q362
95-th percentile76
Maximum76
Range56
Interquartile range31

Descriptive statistics

Standard deviation17.53173884
Coef of variation0.3730347685
Kurtosis-1.239238295
Mean46.9976
MAD15.2580096
Skewness0.08088420215
Sum234988
Variance307.3618666
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[20. 20.5 37.5 69.5 75.5 76. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
76 272 5.4%
 
20 264 5.3%
 
35 102 2.0%
 
37 98 2.0%
 
24 97 1.9%
 
21 95 1.9%
 
63 95 1.9%
 
31 94 1.9%
 
25 93 1.9%
 
57 93 1.9%
 
Other values (47) 3697 73.9%
 

Minimum 5 values

ValueCountFrequency (%) 
20 264 5.3%
 
21 95 1.9%
 
22 82 1.6%
 
23 84 1.7%
 
24 97 1.9%
 

Maximum 5 values

ValueCountFrequency (%) 
76 272 5.4%
 
75 74 1.5%
 
74 61 1.2%
 
73 65 1.3%
 
72 61 1.2%
 

cardmon
Numeric

Distinct count156
Unique (%)3.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean14.7228
Minimum0
Maximum42
Zeros (%)28.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median13.75
Q322.75
95-th percentile42
Maximum42
Range42
Interquartile range22.75

Descriptive statistics

Standard deviation12.7323744
Coef of variation0.8648065856
Kurtosis-0.6301381917
Mean14.7228
MAD10.45703744
Skewness0.5321427401
Sum73614
Variance162.1133578
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 1.625 3.875 5.125 7.125 ... 25.375 30.375 38.375 41.875 42. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1419 28.4%
 
42 260 5.2%
 
13.25 53 1.1%
 
11.5 52 1.0%
 
16.5 49 1.0%
 
16.25 49 1.0%
 
13.75 47 0.9%
 
13.5 45 0.9%
 
18.25 45 0.9%
 
14.25 44 0.9%
 
Other values (146) 2937 58.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1419 28.4%
 
3.25 1 < 0.1%
 
3.75 1 < 0.1%
 
4 3 0.1%
 
4.25 9 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
42 260 5.2%
 
41.75 5 0.1%
 
41.5 6 0.1%
 
41.25 10 0.2%
 
41 6 0.1%
 

cardten
Numeric

Distinct count506
Unique (%)10.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean669.9157
Minimum0
Maximum2455.75
Zeros (%)28.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median425
Q31080
95-th percentile2455.0375
Maximum2455.75
Range2455.75
Interquartile range1080

Descriptive statistics

Standard deviation738.2778797
Coef of variation1.102045944
Kurtosis0.04672830731
Mean669.9157
MAD605.0215296
Skewness1.041667782
Sum3349578.5
Variance545054.2276
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.000000e+00 2.375000e+00 4.875000e+00 5.125000e+00 3.462500e+01 ... 1.127500e+03 1.607500e+03 2.122500e+03 2.455375e+03 2.455750e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1420 28.4%
 
2455.75 250 5.0%
 
590 21 0.4%
 
380 20 0.4%
 
200 20 0.4%
 
45 19 0.4%
 
500 19 0.4%
 
195 19 0.4%
 
295 18 0.4%
 
435 18 0.4%
 
Other values (496) 3176 63.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1420 28.4%
 
4.75 1 < 0.1%
 
5 17 0.3%
 
5.25 1 < 0.1%
 
7.75 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
2455.75 250 5.0%
 
2455 1 < 0.1%
 
2445 1 < 0.1%
 
2440 3 0.1%
 
2430 6 0.1%
 

carvalue
Numeric

Distinct count637
Unique (%)12.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean22.55046
Minimum-1
Maximum72
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-1
5-th percentile-1
Q19.2
Median17
Q331.1
95-th percentile72
Maximum72
Range73
Interquartile range21.9

Descriptive statistics

Standard deviation19.29030863
Coef of variation0.8554286089
Kurtosis0.5824791197
Mean22.55046
MAD15.04755242
Skewness1.124527258
Sum112752.3
Variance372.116007
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-1. 0.6 2.25 3.35 4.15 ... 29.15 41.25 56.75 71.95 72. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-1 497 9.9%
 
72 251 5.0%
 
9.8 25 0.5%
 
13.5 24 0.5%
 
6.3 24 0.5%
 
10.2 23 0.5%
 
13 23 0.5%
 
15.8 22 0.4%
 
11.4 22 0.4%
 
9.2 22 0.4%
 
Other values (627) 4067 81.3%
 

Minimum 5 values

ValueCountFrequency (%) 
-1 497 9.9%
 
2.2 1 < 0.1%
 
2.3 1 < 0.1%
 
2.4 1 < 0.1%
 
2.5 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
72 251 5.0%
 
71.9 1 < 0.1%
 
71.8 1 < 0.1%
 
71.7 2 < 0.1%
 
71.5 3 0.1%
 

commutetime
Numeric

Distinct count20
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean25.2594
Minimum16
Maximum35
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum16
5-th percentile16
Q121
Median25
Q329
95-th percentile35
Maximum35
Range19
Interquartile range8

Descriptive statistics

Standard deviation5.309741077
Coef of variation0.2102085195
Kurtosis-0.8443358196
Mean25.2594
MAD4.41785272
Skewness0.102441755
Sum126297
Variance28.19335031
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=20)
Histogram
Histogram with variable size bins (bins=[16. 16.5 18.5 20.5 28.5 31.5 34.5 35. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
24 336 6.7%
 
23 335 6.7%
 
25 332 6.6%
 
27 331 6.6%
 
22 325 6.5%
 
35 315 6.3%
 
26 311 6.2%
 
21 307 6.1%
 
28 293 5.9%
 
16 287 5.7%
 
Other values (10) 1828 36.6%
 

Minimum 5 values

ValueCountFrequency (%) 
16 287 5.7%
 
17 130 2.6%
 
18 171 3.4%
 
19 209 4.2%
 
20 215 4.3%
 

Maximum 5 values

ValueCountFrequency (%) 
35 315 6.3%
 
34 117 2.3%
 
33 134 2.7%
 
32 162 3.2%
 
31 204 4.1%
 

creddebt
Numeric

Distinct count4454
Unique (%)89.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.575957671
Minimum0.101088
Maximum6.3730104
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum0.101088
5-th percentile0.101088
Q10.3855195
Median0.926437
Q32.06382
95-th percentile6.37164012
Maximum6.3730104
Range6.2719224
Interquartile range1.6783005

Descriptive statistics

Standard deviation1.68827599
Coef of variation1.071269883
Kurtosis1.709016045
Mean1.575957671
MAD1.271808271
Skewness1.600074682
Sum7879.788354
Variance2.850275818
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.101088 0.101097 0.396432 0.8246745 1.1059115 ... 2.588342 3.6682825 5.120567 6.3722892 6.3730104], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.101088 251 5.0%
 
6.3730104 250 5.0%
 
0.591192 2 < 0.1%
 
0.37485 2 < 0.1%
 
0.9275 2 < 0.1%
 
0.17172 2 < 0.1%
 
0.6048 2 < 0.1%
 
0.7514 2 < 0.1%
 
1.254 2 < 0.1%
 
0.87912 2 < 0.1%
 
Other values (4444) 4483 89.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0.101088 251 5.0%
 
0.101106 1 < 0.1%
 
0.10127 1 < 0.1%
 
0.101388 1 < 0.1%
 
0.102141 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
6.3730104 250 5.0%
 
6.371568 1 < 0.1%
 
6.369752 1 < 0.1%
 
6.35544 1 < 0.1%
 
6.336576 1 < 0.1%
 

debtinc
Numeric

Distinct count204
Unique (%)4.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean9.76496
Minimum1.9
Maximum22.2
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1.9
5-th percentile1.9
Q15.1
Median8.8
Q313.6
95-th percentile22.2
Maximum22.2
Range20.3
Interquartile range8.5

Descriptive statistics

Standard deviation5.738747498
Coef of variation0.587687763
Kurtosis-0.5405564001
Mean9.76496
MAD4.735797248
Skewness0.6032028186
Sum48824.8
Variance32.93322284
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 1.9 1.95 4.05 7.55 11.75 15.45 18.45 22.15 22.2 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1.9 259 5.2%
 
22.2 252 5.0%
 
7 48 1.0%
 
4.1 46 0.9%
 
6.9 46 0.9%
 
5.4 45 0.9%
 
4.4 42 0.8%
 
6.6 42 0.8%
 
7.3 41 0.8%
 
5.9 39 0.8%
 
Other values (194) 4140 82.8%
 

Minimum 5 values

ValueCountFrequency (%) 
1.9 259 5.2%
 
2 29 0.6%
 
2.1 28 0.6%
 
2.2 24 0.5%
 
2.3 31 0.6%
 

Maximum 5 values

ValueCountFrequency (%) 
22.2 252 5.0%
 
22.1 9 0.2%
 
22 5 0.1%
 
21.9 5 0.1%
 
21.8 6 0.1%
 

ed
Numeric

Distinct count12
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean14.5438
Minimum9
Maximum20
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum9
5-th percentile9
Q112
Median14
Q317
95-th percentile20
Maximum20
Range11
Interquartile range5

Descriptive statistics

Standard deviation3.131843427
Coef of variation0.2153387304
Kurtosis-0.9193801812
Mean14.5438
MAD2.63102776
Skewness0.01306492677
Sum72719
Variance9.808443249
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=12)
Histogram
Histogram with variable size bins (bins=[ 9. 9.5 10.5 11.5 12.5 15.5 17.5 19.5 20. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
14 569 11.4%
 
15 536 10.7%
 
13 531 10.6%
 
16 486 9.7%
 
12 467 9.3%
 
17 454 9.1%
 
11 362 7.2%
 
20 354 7.1%
 
18 349 7.0%
 
9 324 6.5%
 
Other values (2) 568 11.4%
 

Minimum 5 values

ValueCountFrequency (%) 
9 324 6.5%
 
10 260 5.2%
 
11 362 7.2%
 
12 467 9.3%
 
13 531 10.6%
 

Maximum 5 values

ValueCountFrequency (%) 
20 354 7.1%
 
19 308 6.2%
 
18 349 7.0%
 
17 454 9.1%
 
16 486 9.7%
 

equipmon
Numeric

Distinct count548
Unique (%)11.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean12.548885
Minimum0
Maximum49.0525
Zeros (%)65.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q330.8
95-th percentile49.050125
Maximum49.0525
Range49.0525
Interquartile range30.8

Descriptive statistics

Standard deviation18.14948734
Coef of variation1.446302787
Kurtosis-0.9347130683
Mean12.548885
MAD16.54444998
Skewness0.8963412388
Sum62744.425
Variance329.4038908
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 8.5 17.05 21.125 24.775 31.125 33.225 43.425 49.05125 49.0525 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3296 65.9%
 
49.0525 250 5.0%
 
32.3 8 0.2%
 
38.8 8 0.2%
 
31.35 8 0.2%
 
36.5 8 0.2%
 
31.15 8 0.2%
 
31.5 7 0.1%
 
38.4 7 0.1%
 
42.05 7 0.1%
 
Other values (538) 1393 27.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3296 65.9%
 
17 1 < 0.1%
 
17.1 1 < 0.1%
 
17.25 1 < 0.1%
 
17.35 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
49.0525 250 5.0%
 
49.05 1 < 0.1%
 
49 1 < 0.1%
 
48.95 3 0.1%
 
48.85 1 < 0.1%
 

equipten
Numeric

Distinct count1436
Unique (%)28.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean434.82577
Minimum0
Maximum2600.99
Zeros (%)65.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q3510.1625
95-th percentile2600.952
Maximum2600.99
Range2600.99
Interquartile range510.1625

Descriptive statistics

Standard deviation795.850127
Coef of variation1.830273599
Kurtosis1.614323131
Mean434.82577
MAD612.1707784
Skewness1.737035272
Sum2174128.85
Variance633377.4246
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 6.025 19.45 43.125 226.625 835.275 1793.3 2600.97 2600.99 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3296 65.9%
 
2600.99 250 5.0%
 
40.5 2 < 0.1%
 
1326.75 2 < 0.1%
 
224.7 2 < 0.1%
 
30.6 2 < 0.1%
 
47.85 2 < 0.1%
 
153.5 2 < 0.1%
 
1463.55 2 < 0.1%
 
354.85 2 < 0.1%
 
Other values (1426) 1438 28.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3296 65.9%
 
12.05 1 < 0.1%
 
14.65 1 < 0.1%
 
14.85 1 < 0.1%
 
16.1 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
2600.99 250 5.0%
 
2600.95 1 < 0.1%
 
2599.75 1 < 0.1%
 
2594.6 1 < 0.1%
 
2593.25 1 < 0.1%
 

hourstv
Numeric

Distinct count17
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean19.8022
Minimum12
Maximum28
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum12
5-th percentile12
Q117
Median20
Q323
95-th percentile28
Maximum28
Range16
Interquartile range6

Descriptive statistics

Standard deviation4.300927197
Coef of variation0.2171944126
Kurtosis-0.7153183403
Mean19.8022
MAD3.51946584
Skewness0.0666028703
Sum99011
Variance18.49797475
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=17)
Histogram
Histogram with variable size bins (bins=[12. 12.5 14.5 15.5 17.5 21.5 23.5 25.5 27.5 28. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
20 451 9.0%
 
19 445 8.9%
 
21 440 8.8%
 
18 413 8.3%
 
22 371 7.4%
 
17 350 7.0%
 
16 309 6.2%
 
23 301 6.0%
 
12 293 5.9%
 
28 270 5.4%
 
Other values (7) 1357 27.1%
 

Minimum 5 values

ValueCountFrequency (%) 
12 293 5.9%
 
13 136 2.7%
 
14 184 3.7%
 
15 263 5.3%
 
16 309 6.2%
 

Maximum 5 values

ValueCountFrequency (%) 
28 270 5.4%
 
27 127 2.5%
 
26 162 3.2%
 
25 237 4.7%
 
24 248 5.0%
 

income
Numeric

Distinct count135
Unique (%)2.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean50.882
Minimum13
Maximum147
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum13
5-th percentile13
Q124
Median38
Q367
95-th percentile147
Maximum147
Range134
Interquartile range43

Descriptive statistics

Standard deviation36.72847223
Coef of variation0.721836253
Kurtosis0.8058478382
Mean50.882
MAD28.732212
Skewness1.284413148
Sum254410
Variance1348.980672
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 13. 13.5 35.5 46.5 60.5 74.5 97.5 113.5 146.5 147. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
13 303 6.1%
 
147 253 5.1%
 
22 112 2.2%
 
29 109 2.2%
 
25 108 2.2%
 
20 102 2.0%
 
30 102 2.0%
 
23 100 2.0%
 
18 100 2.0%
 
24 99 2.0%
 
Other values (125) 3612 72.2%
 

Minimum 5 values

ValueCountFrequency (%) 
13 303 6.1%
 
14 73 1.5%
 
15 86 1.7%
 
16 91 1.8%
 
17 89 1.8%
 

Maximum 5 values

ValueCountFrequency (%) 
147 253 5.1%
 
146 6 0.1%
 
145 5 0.1%
 
144 7 0.1%
 
143 10 0.2%
 

lncreddebt
Numeric

Distinct count4447
Unique (%)88.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean-0.1197985985
Minimum-2.291603612
Maximum1.852297333
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-2.291603612
5-th percentile-2.291586698
Q1-0.9524984411
Median-0.07610596682
Q30.7245586175
95-th percentile1.85186818
Maximum1.852297333
Range4.143900945
Interquartile range1.677057059

Descriptive statistics

Standard deviation1.138504253
Coef of variation-9.503485579
Kurtosis-0.7755924876
Mean-0.1197985985
MAD0.9373669432
Skewness-0.1372845939
Sum-598.9929924
Variance1.296191934
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-2.29160361 -2.29159471 -1.76581487 -1.17316602 -0.32763014 ... 0.37936884 0.95101752 1.3439253 1.85207146 1.85229733], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-2.291603612 250 5.0%
 
1.852297333 250 5.0%
 
-0.5028574541 2 < 0.1%
 
0.0174469136 2 < 0.1%
 
0.9000515878 2 < 0.1%
 
-2.016579425 2 < 0.1%
 
0.08647123114 2 < 0.1%
 
-1.363296843 2 < 0.1%
 
-2.041929981 2 < 0.1%
 
0.5119130323 2 < 0.1%
 
Other values (4437) 4484 89.7%
 

Minimum 5 values

ValueCountFrequency (%) 
-2.291603612 250 5.0%
 
-2.291585808 1 < 0.1%
 
-2.289965062 1 < 0.1%
 
-2.288800538 1 < 0.1%
 
-2.281401067 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1.852297333 250 5.0%
 
1.851845593 1 < 0.1%
 
1.851560536 1 < 0.1%
 
1.849311139 1 < 0.1%
 
1.846338559 1 < 0.1%
 

lninc
Highly correlated

This variable is highly correlated with income and should be ignored for analysis

Correlation0.9425818475

lnlongmon
Numeric

Distinct count612
Unique (%)12.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.28540502
Minimum1.064710737
Maximum3.604341892
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1.064710737
5-th percentile1.064710737
Q11.740466175
Median2.256541154
Q32.806386102
95-th percentile3.604148409
Maximum3.604341892
Range2.539631155
Interquartile range1.065919927

Descriptive statistics

Standard deviation0.7091227592
Coef of variation0.3102831896
Kurtosis-0.8530308033
Mean2.28540502
MAD0.5900855316
Skewness0.112454604
Sum11427.0251
Variance0.5028550877
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[1.06471074 1.07325795 1.28783051 1.59431139 2.69968054 2.92450386 3.30962977 3.60424006 3.60434189], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1.064710737 256 5.1%
 
3.604341892 250 5.0%
 
1.435084525 31 0.6%
 
1.609437912 29 0.6%
 
2.066862759 28 0.6%
 
2.014903021 25 0.5%
 
1.731655545 25 0.5%
 
1.558144618 24 0.5%
 
1.373715579 24 0.5%
 
1.638996715 24 0.5%
 
Other values (602) 4284 85.7%
 

Minimum 5 values

ValueCountFrequency (%) 
1.064710737 256 5.1%
 
1.08180517 13 0.3%
 
1.098612289 17 0.3%
 
1.115141591 16 0.3%
 
1.131402111 17 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
3.604341892 250 5.0%
 
3.604138226 2 < 0.1%
 
3.601413428 1 < 0.1%
 
3.597312261 2 < 0.1%
 
3.595941458 1 < 0.1%
 

lnothdebt
Numeric

Distinct count4476
Unique (%)89.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.7016916566
Minimum-1.24348344
Maximum2.469586375
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-1.24348344
5-th percentile-1.243246014
Q1-0.01853450845
Median0.7415372647
Q31.462046338
95-th percentile2.469332489
Maximum2.469586375
Range3.713069815
Interquartile range1.480580847

Descriptive statistics

Standard deviation1.016853754
Coef of variation1.449146138
Kurtosis-0.7546765062
Mean0.7016916566
MAD0.8392690573
Skewness-0.1434320628
Sum3508.458283
Variance1.033991558
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-1.24348344 -1.24335848 -0.67506381 -0.34596001 0.04800986 1.35134091 1.83355491 2.21066525 2.46945275 2.46958637], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2.469586375 250 5.0%
 
-1.24348344 250 5.0%
 
0.1069081175 3 0.1%
 
-0.2759116169 2 < 0.1%
 
0.3949298062 2 < 0.1%
 
0.1972495774 2 < 0.1%
 
0.8242175473 2 < 0.1%
 
-0.6316833815 2 < 0.1%
 
0.320821834 2 < 0.1%
 
-0.1026973982 2 < 0.1%
 
Other values (4466) 4483 89.7%
 

Minimum 5 values

ValueCountFrequency (%) 
-1.24348344 250 5.0%
 
-1.243233518 1 < 0.1%
 
-1.24190315 1 < 0.1%
 
-1.240975712 1 < 0.1%
 
-1.24053306 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
2.469586375 250 5.0%
 
2.469319126 1 < 0.1%
 
2.467127025 1 < 0.1%
 
2.465860416 1 < 0.1%
 
2.46517662 1 < 0.1%
 

longmon
Highly correlated

This variable is highly correlated with lnlongmon and should be ignored for analysis

Correlation0.9380459021

longten
Highly correlated

This variable is highly correlated with longmon and should be ignored for analysis

Correlation0.9747601344

othdebt
Numeric

Distinct count4477
Unique (%)89.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean3.215563547
Minimum0.2876923
Maximum11.8159808
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum0.2876923
5-th percentile0.287728115
Q10.9803015
Median2.09854
Q34.31478
95-th percentile11.81447904
Maximum11.8159808
Range11.5282885
Interquartile range3.3344785

Descriptive statistics

Standard deviation3.104157051
Coef of variation0.9653539747
Kurtosis1.398840455
Mean3.215563547
MAD2.367229169
Skewness1.482582249
Sum16077.81773
Variance9.635790995
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0.2876923 0.28771115 1.3886775 1.851112 3.11927 ... 5.500374 6.318882 8.849244 11.8151904 11.8159808 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
11.8159808 250 5.0%
 
0.2876923 250 5.0%
 
1.112832 3 0.1%
 
0.352924 2 < 0.1%
 
0.531696 2 < 0.1%
 
1.797768 2 < 0.1%
 
2.90304 2 < 0.1%
 
1.48428 2 < 0.1%
 
1.37826 2 < 0.1%
 
0.75888 2 < 0.1%
 
Other values (4467) 4483 89.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0.2876923 250 5.0%
 
0.28773 1 < 0.1%
 
0.28845 1 < 0.1%
 
0.288834 1 < 0.1%
 
0.289102 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
11.8159808 250 5.0%
 
11.8144 1 < 0.1%
 
11.78853 1 < 0.1%
 
11.773608 1 < 0.1%
 
11.76556 1 < 0.1%
 

pets
Numeric

Distinct count11
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.9776
Minimum0
Maximum10
Zeros (%)30.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median2
Q35
95-th percentile10
Maximum10
Range10
Interquartile range5

Descriptive statistics

Standard deviation3.172177609
Coef of variation1.065347128
Kurtosis-0.4643957852
Mean2.9776
MAD2.6672608
Skewness0.8867056578
Sum14888
Variance10.06271078
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=11)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 7.5 9.5 10. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1529 30.6%
 
1 780 15.6%
 
2 586 11.7%
 
3 376 7.5%
 
5 298 6.0%
 
10 297 5.9%
 
4 284 5.7%
 
6 256 5.1%
 
7 246 4.9%
 
8 178 3.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1529 30.6%
 
1 780 15.6%
 
2 586 11.7%
 
3 376 7.5%
 
4 284 5.7%
 

Maximum 5 values

ValueCountFrequency (%) 
10 297 5.9%
 
9 170 3.4%
 
8 178 3.6%
 
7 246 4.9%
 
6 256 5.1%
 

pets_birds
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
4698
1
 
302
ValueCountFrequency (%) 
0 4698 94.0%
 
1 302 6.0%
 

pets_cats
Categorical

Distinct count3
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
0
3413
1
923
2
 
664
ValueCountFrequency (%) 
0 3413 68.3%
 
1 923 18.5%
 
2 664 13.3%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

pets_dogs
Categorical

Distinct count3
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
0
3762
1
 
720
2
 
518
ValueCountFrequency (%) 
0 3762 75.2%
 
1 720 14.4%
 
2 518 10.4%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

pets_freshfish
Numeric

Distinct count9
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.751
Minimum0
Maximum8
Zeros (%)69.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q34
95-th percentile8
Maximum8
Range8
Interquartile range4

Descriptive statistics

Standard deviation2.821735537
Coef of variation1.61149945
Kurtosis-0.2221507486
Mean1.751
MAD2.4298916
Skewness1.198723672
Sum8755
Variance7.962191438
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=9)
Histogram
Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 3.5 7.5 8. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3462 69.2%
 
8 365 7.3%
 
5 261 5.2%
 
6 251 5.0%
 
7 229 4.6%
 
4 222 4.4%
 
3 130 2.6%
 
2 63 1.3%
 
1 17 0.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3462 69.2%
 
1 17 0.3%
 
2 63 1.3%
 
3 130 2.6%
 
4 222 4.4%
 

Maximum 5 values

ValueCountFrequency (%) 
8 365 7.3%
 
7 229 4.6%
 
6 251 5.0%
 
5 261 5.2%
 
4 222 4.4%
 

pets_reptiles
Constant

This variable is constant and should be ignored for analysis

Constant value0

pets_saltfish
Constant

This variable is constant and should be ignored for analysis

Constant value0

pets_small
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
4749
1
 
251
ValueCountFrequency (%) 
0 4749 95.0%
 
1 251 5.0%
 

reside
Numeric

Distinct count5
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.1668
Minimum1
Maximum5
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q11
Median2
Q33
95-th percentile5
Maximum5
Range4
Interquartile range2

Descriptive statistics

Standard deviation1.292947061
Coef of variation0.5967080769
Kurtosis-0.3281381269
Mean2.1668
MAD1.04765344
Skewness0.9217009755
Sum10834
Variance1.671712102
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[1. 1.5 2.5 4.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 2035 40.7%
 
2 1467 29.3%
 
3 552 11.0%
 
4 521 10.4%
 
5 425 8.5%
 

Minimum 5 values

ValueCountFrequency (%) 
1 2035 40.7%
 
2 1467 29.3%
 
3 552 11.0%
 
4 521 10.4%
 
5 425 8.5%
 

Maximum 5 values

ValueCountFrequency (%) 
5 425 8.5%
 
4 521 10.4%
 
3 552 11.0%
 
2 1467 29.3%
 
1 2035 40.7%
 

spoused
Numeric

Distinct count16
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean6.0354
Minimum-1
Maximum18
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-1
5-th percentile-1
Q1-1
Median-1
Q314
95-th percentile18
Maximum18
Range19
Interquartile range15

Descriptive statistics

Standard deviation7.60939731
Coef of variation1.260794199
Kurtosis-1.699745819
Mean6.0354
MAD7.31707088
Skewness0.2852966101
Sum30177
Variance57.90292743
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=16)
Histogram
Histogram with variable size bins (bins=[-1. 1. 5.5 6.5 7.5 8.5 10.5 16.5 17.5 18. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-1 2599 52.0%
 
18 311 6.2%
 
13 270 5.4%
 
14 267 5.3%
 
15 257 5.1%
 
12 252 5.0%
 
16 250 5.0%
 
11 233 4.7%
 
17 188 3.8%
 
10 141 2.8%
 
Other values (6) 232 4.6%
 

Minimum 5 values

ValueCountFrequency (%) 
-1 2599 52.0%
 
3 1 < 0.1%
 
5 4 0.1%
 
6 14 0.3%
 
7 36 0.7%
 

Maximum 5 values

ValueCountFrequency (%) 
18 311 6.2%
 
17 188 3.8%
 
16 250 5.0%
 
15 257 5.1%
 
14 267 5.3%
 

tenure
Numeric

Distinct count69
Unique (%)1.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean38.2978
Minimum4
Maximum72
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum4
5-th percentile4
Q118
Median38
Q359
95-th percentile72
Maximum72
Range68
Interquartile range41

Descriptive statistics

Standard deviation22.51599674
Coef of variation0.5879188032
Kurtosis-1.350816097
Mean38.2978
MAD19.82182504
Skewness-0.01881955122
Sum191489
Variance506.9701092
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 4. 4.5 11.5 59.5 68.5 70.5 71.5 72. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
4 302 6.0%
 
72 251 5.0%
 
71 147 2.9%
 
70 98 2.0%
 
69 94 1.9%
 
5 94 1.9%
 
9 88 1.8%
 
7 87 1.7%
 
11 79 1.6%
 
64 79 1.6%
 
Other values (59) 3681 73.6%
 

Minimum 5 values

ValueCountFrequency (%) 
4 302 6.0%
 
5 94 1.9%
 
6 77 1.5%
 
7 87 1.7%
 
8 73 1.5%
 

Maximum 5 values

ValueCountFrequency (%) 
72 251 5.0%
 
71 147 2.9%
 
70 98 2.0%
 
69 94 1.9%
 
68 79 1.6%
 

tollmon
Numeric

Distinct count142
Unique (%)2.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean12.74855
Minimum0
Maximum43.5
Zeros (%)52.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q324.5
95-th percentile43.5
Maximum43.5
Range43.5
Interquartile range24.5

Descriptive statistics

Standard deviation14.8855526
Coef of variation1.167627111
Kurtosis-0.9960694259
Mean12.74855
MAD13.42792762
Skewness0.6549132727
Sum63742.75
Variance221.5796763
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 4. 8.25 9.875 11.875 ... 25.625 31.625 37.375 43.375 43.5 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 2622 52.4%
 
43.5 253 5.1%
 
22.75 33 0.7%
 
18 33 0.7%
 
24 32 0.6%
 
23 31 0.6%
 
22 30 0.6%
 
23.75 30 0.6%
 
19.5 29 0.6%
 
20 29 0.6%
 
Other values (132) 1878 37.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2622 52.4%
 
8 1 < 0.1%
 
8.5 2 < 0.1%
 
8.75 2 < 0.1%
 
9 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
43.5 253 5.1%
 
43.25 5 0.1%
 
43 4 0.1%
 
42.75 5 0.1%
 
42.5 3 0.1%
 

tollten
Numeric

Distinct count2075
Unique (%)41.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean534.416405
Minimum0
Maximum2620.2125
Zeros (%)52.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q3885.45
95-th percentile2620.200625
Maximum2620.2125
Range2620.2125
Interquartile range885.45

Descriptive statistics

Standard deviation807.9478372
Coef of variation1.511832028
Kurtosis0.7507091578
Mean534.416405
MAD652.4884105
Skewness1.423871942
Sum2672082.025
Variance652779.7077
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 4.375 9.375 18.125 378.75 977.275 1748.6 2620.20625 2620.2125 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 2622 52.4%
 
2620.2125 250 5.0%
 
10 3 0.1%
 
1480.5 3 0.1%
 
16.75 3 0.1%
 
423.2 2 < 0.1%
 
478.95 2 < 0.1%
 
17.75 2 < 0.1%
 
1325.8 2 < 0.1%
 
253.7 2 < 0.1%
 
Other values (2065) 2109 42.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2622 52.4%
 
8.75 1 < 0.1%
 
10 3 0.1%
 
10.5 1 < 0.1%
 
10.75 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
2620.2125 250 5.0%
 
2620.2 1 < 0.1%
 
2617.5 1 < 0.1%
 
2616.75 1 < 0.1%
 
2612.2 1 < 0.1%
 

wiremon
Numeric

Distinct count542
Unique (%)10.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean9.89979
Minimum0
Maximum51.305
Zeros (%)73.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q320.9625
95-th percentile51.30025
Maximum51.305
Range51.305
Interquartile range20.9625

Descriptive statistics

Standard deviation17.24696831
Coef of variation1.742154966
Kurtosis0.2381412942
Mean9.89979
MAD14.4774529
Skewness1.366336614
Sum49498.95
Variance297.4579158
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 6.35 14.275 16.725 22.475 41.075 51.3025 51.305 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3656 73.1%
 
51.305 250 5.0%
 
34.3 9 0.2%
 
22.95 7 0.1%
 
32.2 7 0.1%
 
27.95 7 0.1%
 
22.5 6 0.1%
 
39.3 6 0.1%
 
24.15 5 0.1%
 
39.45 5 0.1%
 
Other values (532) 1042 20.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3656 73.1%
 
12.7 1 < 0.1%
 
14 1 < 0.1%
 
14.55 1 < 0.1%
 
14.7 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
51.305 250 5.0%
 
51.3 1 < 0.1%
 
51.2 1 < 0.1%
 
51.1 2 < 0.1%
 
51.05 3 0.1%
 

wireten
Numeric

Distinct count1079
Unique (%)21.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean366.870255
Minimum0
Maximum2687.9225
Zeros (%)73.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q389.9625
95-th percentile2687.568625
Maximum2687.9225
Range2687.9225
Interquartile range89.9625

Descriptive statistics

Standard deviation780.2146813
Coef of variation2.126677404
Kurtosis2.903905309
Mean366.870255
MAD559.7862414
Skewness2.078999303
Sum1834351.275
Variance608734.949
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 6.35 154.4 786.8 2687.73625 2687.9225 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3656 73.1%
 
2687.9225 250 5.0%
 
23.15 2 < 0.1%
 
2279.8 2 < 0.1%
 
2386.25 2 < 0.1%
 
1062.75 2 < 0.1%
 
2323.8 2 < 0.1%
 
20.9 2 < 0.1%
 
1199.2 2 < 0.1%
 
183.1 2 < 0.1%
 
Other values (1069) 1078 21.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3656 73.1%
 
12.7 1 < 0.1%
 
14.55 1 < 0.1%
 
14.6 1 < 0.1%
 
14.9 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
2687.9225 250 5.0%
 
2687.55 1 < 0.1%
 
2685.15 1 < 0.1%
 
2676 1 < 0.1%
 
2674.5 1 < 0.1%
 

xform_total_amt_spent
Numeric

Distinct count4366
Unique (%)87.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.611031686
Minimum2.124197629
Maximum3.058861046
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2.124197629
5-th percentile2.124210031
Q12.441353365
Median2.617262496
Q32.789272115
95-th percentile3.058847899
Maximum3.058861046
Range0.934663417
Interquartile range0.3479187497

Descriptive statistics

Standard deviation0.2505113744
Coef of variation0.09594344477
Kurtosis-0.6737771857
Mean2.611031686
MAD0.2044948123
Skewness-0.1073759218
Sum13055.15843
Variance0.0627559487
Memory size39.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[2.12419763 2.12420416 2.27319811 2.41839244 2.47228827 2.76010192 2.85186044 3.00286123 3.05885413 3.05886105], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2.124197629 250 5.0%
 
3.058861046 250 5.0%
 
2.281010629 3 0.1%
 
2.709575217 3 0.1%
 
2.636176858 3 0.1%
 
2.785166054 3 0.1%
 
2.573984941 3 0.1%
 
2.395867831 2 < 0.1%
 
2.595760686 2 < 0.1%
 
2.229477059 2 < 0.1%
 
Other values (4356) 4479 89.6%
 

Minimum 5 values

ValueCountFrequency (%) 
2.124197629 250 5.0%
 
2.124210683 1 < 0.1%
 
2.125708926 1 < 0.1%
 
2.126456113 1 < 0.1%
 
2.126942718 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
3.058861046 250 5.0%
 
3.058847207 1 < 0.1%
 
3.058653742 1 < 0.1%
 
3.058543693 1 < 0.1%
 
3.057688921 1 < 0.1%
 

Correlations

Missing values

Sample

First rows

agecardmoncardtencarvaluecommutetimecreddebtdebtincedequipmonequiptenhourstvincomelncreddebtlninclnlongmonlnothdebtlongmonlongtenothdebtpetspets_birdspets_catspets_dogspets_freshfishpets_reptilespets_saltfishpets_smallresidespousedtenuretollmontolltenwiremonwiretenxform_total_amt_spent
02014.2560.014.322.01.20090911.11529.5000126.1013310.1830793.4339871.8718020.8065166.5034.402.240091000000003-1529.00161.050.000.002.174525
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Last rows

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